{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "provenance": [],
   "authorship_tag": "ABX9TyPJ0yeKiuGHJFdmAGX+ukV4"
  },
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "name": "python"
  },
  "accelerator": "GPU",
  "gpuClass": "premium"
 },
 "cells": [
  {
   "cell_type": "code",
   "source": [
    "from comet import COMET\n",
    "from models.encoder import FTClassifier\n",
    "# import datautils\n",
    "from tasks.fine_tuning import finetune_fit\n",
    "from tasks.fine_tuning import finetune_predict\n",
    "from tasks.linear_evaluation import eval_classification\n",
    "from dataloading.tdbrain_preprocessing import load_tdbrain\n",
    "from config_files.TDBrain_Configs import Config as Configs\n",
    "\n",
    "import os\n",
    "import torch\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import copy\n",
    "import sklearn\n",
    "from utils import plot_channels\n",
    "from utils import process_batch_ts\n",
    "from utils import split_data_label\n",
    "from utils import start_logging\n",
    "from utils import stop_logging\n",
    "from utils import seed_everything\n",
    "\n",
    "from datetime import datetime"
   ],
   "metadata": {
    "id": "phKdmF2tMVOV",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1676328072869,
     "user_tz": 300,
     "elapsed": 7310,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:00.481161Z",
     "start_time": "2023-11-09T03:03:56.193880700Z"
    }
   },
   "execution_count": 1,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "configs = Configs()\n",
    "RANDOM_SEED = configs.RANDOM_SEED\n",
    "\n",
    "# Autoload the modified python file\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "# Ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ],
   "metadata": {
    "id": "T5Qnm0ILMZJQ",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1676328072870,
     "user_tz": 300,
     "elapsed": 46,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:00.611281300Z",
     "start_time": "2023-11-09T03:04:00.494148Z"
    }
   },
   "execution_count": 2,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Specify saving and logging directory"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "working_directory = configs.working_directory\n",
    "if not os.path.exists(working_directory):\n",
    "    os.makedirs(working_directory)\n",
    "\n",
    "logging_directory = configs.logging_directory\n",
    "if not os.path.exists(logging_directory):\n",
    "    os.makedirs(logging_directory)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:00.718689200Z",
     "start_time": "2023-11-09T03:04:00.618264100Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Load and preprocessing data"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "data_path = \"datasets/TDBRAIN/Feature/\"\n",
    "label_path = \"datasets/TDBRAIN/Label/label.npy\"\n",
    "train_ids = list(range(1,18)) + list(range(29,46))  # specify patient ID for training, validation, and test set\n",
    "val_ids = [18, 19, 20, 21] + [46, 47, 48, 49]  # 8 patients, 4 positive 4 healthy\n",
    "test_ids = [22, 23, 24, 25] + [50, 51, 52, 53]  # 8 patients, 4 positive 4 healthy\"\"\"\n",
    "X_trial_train, X_trial_val, X_trial_test, y_trial_train, y_trial_val, y_trial_test = load_tdbrain(train_ids, val_ids, test_ids, data_path, label_path)\n",
    "print(X_trial_train.shape)\n",
    "print(y_trial_train.shape)\n",
    "print(X_trial_val.shape)\n",
    "print(y_trial_val.shape)\n",
    "print(X_trial_test.shape)\n",
    "print(y_trial_test.shape)"
   ],
   "metadata": {
    "id": "SFlMhpSe5IWB",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1676328080495,
     "user_tz": 300,
     "elapsed": 6758,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "outputId": "c395125c-ce87-4d3d-a1da-e771028212b3",
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:01.819381900Z",
     "start_time": "2023-11-09T03:04:00.700042600Z"
    }
   },
   "execution_count": 4,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation subjects:  [18, 19, 20, 21, 46, 47, 48, 49]\n",
      "Test subjects:  [22, 23, 24, 25, 50, 51, 52, 53]\n",
      "(432, 2560, 33)\n",
      "(432, 2)\n",
      "(96, 2560, 33)\n",
      "(96, 2)\n",
      "(96, 2560, 33)\n",
      "(96, 2)\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(432, 2560, 33)\n",
      "(96, 2560, 33)\n",
      "(96, 2560, 33)\n"
     ]
    }
   ],
   "source": [
    "# normalize data\n",
    "X_trial_train = process_batch_ts(X_trial_train, normalized=True, bandpass_filter=False)\n",
    "X_trial_val = process_batch_ts(X_trial_val, normalized=True, bandpass_filter=False)\n",
    "X_trial_test = process_batch_ts(X_trial_test, normalized=True, bandpass_filter=False)\n",
    "print(X_trial_train.shape)\n",
    "print(X_trial_val.shape)\n",
    "print(X_trial_test.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:03.500156800Z",
     "start_time": "2023-11-09T03:04:01.819381900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8208, 256, 33)\n",
      "(1824, 256, 33)\n",
      "(1824, 256, 33)\n",
      "(8208, 3)\n",
      "(1824, 3)\n",
      "(1824, 3)\n"
     ]
    }
   ],
   "source": [
    "# Split trail-level data into sample-level data\n",
    "X_train, y_train = split_data_label(X_trial_train,y_trial_train, sample_timestamps=configs.S_TIMESTAMPS, overlapping=configs.S_OVERLAPPING)\n",
    "X_val, y_val = split_data_label(X_trial_val,y_trial_val, sample_timestamps=configs.S_TIMESTAMPS, overlapping=configs.S_OVERLAPPING)\n",
    "X_test, y_test = split_data_label(X_trial_test,y_trial_test, sample_timestamps=configs.S_TIMESTAMPS, overlapping=configs.S_OVERLAPPING)\n",
    "print(X_train.shape)\n",
    "print(X_val.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_val.shape)\n",
    "print(y_test.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:04.031283800Z",
     "start_time": "2023-11-09T03:04:03.500156800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot first sample, first four channels\n",
    "plot_channels(1, X_train[0][:,:4])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:04.453496200Z",
     "start_time": "2023-11-09T03:04:04.031283800Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Train model"
   ],
   "metadata": {
    "id": "Gzsn8WX82O5c"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The program will run on cuda!\n"
     ]
    }
   ],
   "source": [
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "print(f\"The program will run on {device}!\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:04.609711400Z",
     "start_time": "2023-11-09T03:04:04.437866400Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Callback functions"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "def pretrain_callback(model, loss):\n",
    "    n = model.n_epochs\n",
    "    metrics_dict = {}\n",
    "    if n % 1 == 0:\n",
    "        metrics_dict = eval_classification(model, X_train, y_train[:, 0], X_val, y_val[:, 0], fraction=1)\n",
    "        print(metrics_dict)\n",
    "        model.save(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\")\n",
    "    return metrics_dict['F1']"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:04.703433800Z",
     "start_time": "2023-11-09T03:04:04.578819500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "def finetune_callback(model, f1, fraction=1.0):\n",
    "    n = model.n_epochs\n",
    "    if model.n_epochs == 1:\n",
    "        model.finetune_f1 = f1\n",
    "        torch.save(model.state_dict(), f\"{working_directory}seed{RANDOM_SEED}_max_f1_{fraction}_finetune_model.pt\")\n",
    "    # control the saving frequency\n",
    "    if n % 1 == 0:\n",
    "        if f1 > model.finetune_f1:\n",
    "            model.finetune_f1 = f1\n",
    "            torch.save(model.state_dict(), f\"{working_directory}seed{RANDOM_SEED}_max_f1_{fraction}_finetune_model.pt\")\n",
    "    return finetune_callback"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:04:04.750297800Z",
     "start_time": "2023-11-09T03:04:04.656573600Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Self-Supervised"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "start_time = datetime.now()\n",
    "# Train a COMET model\n",
    "seed_everything(RANDOM_SEED)\n",
    "model = COMET(\n",
    "    input_dims=configs.input_dims,\n",
    "    device=device,\n",
    "    lr=configs.pretrain_lr,\n",
    "    depth=configs.depth,\n",
    "    batch_size=configs.pretrain_batch_size,\n",
    "    output_dims=configs.output_dims,\n",
    "    flag_use_multi_gpu=configs.flag_use_multi_gpu,\n",
    "    after_epoch_callback=pretrain_callback,\n",
    ")\n",
    "\n",
    "epoch_loss_list, epoch_f1_list = model.fit(\n",
    "    X_train,\n",
    "    y_train,\n",
    "    shuffle_function = configs.shuffle_function,\n",
    "    verbose=configs.verbose,\n",
    "    n_epochs=configs.n_epochs,\n",
    "    masks = configs.masks,\n",
    "    factors = configs.factors\n",
    ")\n",
    "\n",
    "end_time = datetime.now()\n",
    "print(f'Duration: {end_time - start_time}')"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "27wjLpD237VR",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1675656463615,
     "user_tz": 300,
     "elapsed": 262193,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "outputId": "cc4d88e7-1cfe-4bb5-d642-cbd3a879d335",
    "ExecuteTime": {
     "end_time": "2023-11-09T03:06:18.088951700Z",
     "start_time": "2023-11-09T03:04:04.734679100Z"
    }
   },
   "execution_count": 11,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch #1: loss=21.72329380932976\n",
      "{'Accuracy': 0.799890350877193, 'Precision': 0.8026444626444627, 'Recall': 0.799890350877193, 'F1': 0.7994340555406432, 'AUROC': 0.8751947714681441, 'AUPRC': 0.8697031230895175}\n",
      "Epoch #2: loss=15.678363912245807\n",
      "{'Accuracy': 0.7828947368421053, 'Precision': 0.7837476062534067, 'Recall': 0.7828947368421053, 'F1': 0.7827314740729066, 'AUROC': 0.8604546591258848, 'AUPRC': 0.8544798200973177}\n",
      "Epoch #3: loss=13.869637657614316\n",
      "{'Accuracy': 0.7774122807017544, 'Precision': 0.7776045276045276, 'Recall': 0.7774122807017544, 'F1': 0.7773737373737373, 'AUROC': 0.855775334718375, 'AUPRC': 0.8508534228647486}\n",
      "Epoch #4: loss=13.291210034314323\n",
      "{'Accuracy': 0.7691885964912281, 'Precision': 0.7692044559604182, 'Recall': 0.7691885964912281, 'F1': 0.7691851970301724, 'AUROC': 0.8601504789935366, 'AUPRC': 0.8563232238699341}\n",
      "Epoch #5: loss=13.078831981210147\n",
      "{'Accuracy': 0.7691885964912281, 'Precision': 0.7692044559604182, 'Recall': 0.7691885964912281, 'F1': 0.7691851970301724, 'AUROC': 0.8640074349799938, 'AUPRC': 0.8609565255901108}\n",
      "Epoch #6: loss=12.954355295966653\n",
      "{'Accuracy': 0.7741228070175439, 'Precision': 0.7741702741702742, 'Recall': 0.7741228070175439, 'F1': 0.774113030053817, 'AUROC': 0.867740554786088, 'AUPRC': 0.8650553723825848}\n",
      "Epoch #7: loss=12.869690109701718\n",
      "{'Accuracy': 0.7757675438596491, 'Precision': 0.7758076676570994, 'Recall': 0.7757675438596492, 'F1': 0.7757593883712997, 'AUROC': 0.8701583660357033, 'AUPRC': 0.8673318904178977}\n",
      "Epoch #8: loss=12.794631382998299\n",
      "{'Accuracy': 0.7796052631578947, 'Precision': 0.7796173657100809, 'Recall': 0.7796052631578947, 'F1': 0.779602878320619, 'AUROC': 0.872082034856879, 'AUPRC': 0.8693005976892749}\n",
      "Epoch #9: loss=12.721272328320671\n",
      "{'Accuracy': 0.7796052631578947, 'Precision': 0.7796052631578947, 'Recall': 0.7796052631578947, 'F1': 0.7796052631578947, 'AUROC': 0.8741848453370269, 'AUPRC': 0.8716712785185295}\n",
      "Epoch #10: loss=12.677464976030237\n",
      "{'Accuracy': 0.7796052631578947, 'Precision': 0.779606607834179, 'Recall': 0.7796052631578947, 'F1': 0.7796049981785238, 'AUROC': 0.8763658048630347, 'AUPRC': 0.8739409058933354}\n",
      "Epoch #11: loss=12.644469625809613\n",
      "{'Accuracy': 0.7817982456140351, 'Precision': 0.7817996008368, 'Recall': 0.7817982456140351, 'F1': 0.7817979832712749, 'AUROC': 0.879284972299169, 'AUPRC': 0.8769818456140017}\n",
      "Epoch #12: loss=12.607660419800702\n",
      "{'Accuracy': 0.787828947368421, 'Precision': 0.7878320618947141, 'Recall': 0.787828947368421, 'F1': 0.7878283734103765, 'AUROC': 0.8818771160357033, 'AUPRC': 0.8797909312489756}\n",
      "Epoch #13: loss=12.575793490690344\n",
      "{'Accuracy': 0.7933114035087719, 'Precision': 0.793311756155447, 'Recall': 0.7933114035087719, 'F1': 0.7933113413836894, 'AUROC': 0.8838500788704216, 'AUPRC': 0.8818632546220956}\n",
      "Epoch #14: loss=12.546090406530043\n",
      "{'Accuracy': 0.7987938596491229, 'Precision': 0.7988028408633203, 'Recall': 0.7987938596491229, 'F1': 0.7987923477081568, 'AUROC': 0.8856354839950754, 'AUPRC': 0.8836257253634068}\n",
      "Epoch #15: loss=12.505790570202995\n",
      "{'Accuracy': 0.7966008771929824, 'Precision': 0.7966297647003654, 'Recall': 0.7966008771929824, 'F1': 0.7965959250291939, 'AUROC': 0.8869820521698983, 'AUPRC': 0.884876662046296}\n",
      "Epoch #16: loss=12.451089718762566\n",
      "{'Accuracy': 0.799890350877193, 'Precision': 0.7998935959169687, 'Recall': 0.7998903508771931, 'F1': 0.7998898095472542, 'AUROC': 0.8880713296398891, 'AUPRC': 0.885840121885681}\n",
      "Epoch #17: loss=12.37689061725841\n",
      "{'Accuracy': 0.7976973684210527, 'Precision': 0.797706316676666, 'Recall': 0.7976973684210527, 'F1': 0.7976958482406262, 'AUROC': 0.8892603974299784, 'AUPRC': 0.8869288571180065}\n",
      "Epoch #18: loss=12.25181757702547\n",
      "{'Accuracy': 0.8004385964912281, 'Precision': 0.800444376046015, 'Recall': 0.8004385964912282, 'F1': 0.800437636761488, 'AUROC': 0.8898976127269929, 'AUPRC': 0.8874429749344792}\n",
      "Epoch #19: loss=12.084171267116771\n",
      "{'Accuracy': 0.8031798245614035, 'Precision': 0.8031801890728265, 'Recall': 0.8031798245614035, 'F1': 0.8031797654025052, 'AUROC': 0.8897882040627885, 'AUPRC': 0.8871391688620278}\n",
      "Epoch #20: loss=11.89468118723701\n",
      "{'Accuracy': 0.8037280701754386, 'Precision': 0.8037295308630101, 'Recall': 0.8037280701754386, 'F1': 0.8037278341987849, 'AUROC': 0.8892099011234227, 'AUPRC': 0.886389839461226}\n",
      "Epoch #21: loss=11.70620517169728\n",
      "{'Accuracy': 0.8053728070175439, 'Precision': 0.8053907983094764, 'Recall': 0.8053728070175439, 'F1': 0.8053699404886251, 'AUROC': 0.8879583140966452, 'AUPRC': 0.8849302701052735}\n",
      "Epoch #22: loss=11.553813219070435\n",
      "{'Accuracy': 0.805921052631579, 'Precision': 0.805974025974026, 'Recall': 0.805921052631579, 'F1': 0.8059126520365321, 'AUROC': 0.8863845125423206, 'AUPRC': 0.8830012413720109}\n",
      "Epoch #23: loss=11.433597873238956\n",
      "{'Accuracy': 0.8070175438596491, 'Precision': 0.8070899094219456, 'Recall': 0.8070175438596491, 'F1': 0.8070061741383561, 'AUROC': 0.8845630386272698, 'AUPRC': 0.8808709583411106}\n",
      "Epoch #24: loss=11.314104318618774\n",
      "{'Accuracy': 0.8042763157894737, 'Precision': 0.8043820772020134, 'Recall': 0.8042763157894737, 'F1': 0.8042593126434798, 'AUROC': 0.8823844836872885, 'AUPRC': 0.8783989473775936}\n",
      "Epoch #25: loss=11.208224633160759\n",
      "{'Accuracy': 0.799890350877193, 'Precision': 0.8000812064267367, 'Recall': 0.799890350877193, 'F1': 0.7998585277324424, 'AUROC': 0.8801590393197907, 'AUPRC': 0.875949262198983}\n",
      "Epoch #26: loss=11.042749180513269\n",
      "{'Accuracy': 0.799890350877193, 'Precision': 0.8001534268334507, 'Recall': 0.799890350877193, 'F1': 0.7998464936608738, 'AUROC': 0.8783087103724223, 'AUPRC': 0.8739124375399835}\n",
      "Epoch #27: loss=10.846169583937701\n",
      "{'Accuracy': 0.7933114035087719, 'Precision': 0.7936959387471333, 'Recall': 0.7933114035087719, 'F1': 0.7932437271621074, 'AUROC': 0.8769405009233611, 'AUPRC': 0.8723802956423269}\n",
      "Epoch #28: loss=10.71817691185895\n",
      "{'Accuracy': 0.7889254385964912, 'Precision': 0.7896948290307221, 'Recall': 0.7889254385964912, 'F1': 0.7887851990831238, 'AUROC': 0.875916147276085, 'AUPRC': 0.8710004435950601}\n",
      "Epoch #29: loss=10.616110493155087\n",
      "{'Accuracy': 0.7856359649122807, 'Precision': 0.78653199749621, 'Recall': 0.7856359649122807, 'F1': 0.7854682459108855, 'AUROC': 0.8752669090489381, 'AUPRC': 0.8700928048531548}\n",
      "Epoch #30: loss=10.526630597956041\n",
      "{'Accuracy': 0.7823464912280702, 'Precision': 0.7833771157654164, 'Recall': 0.7823464912280702, 'F1': 0.7821484131384608, 'AUROC': 0.8744661819021238, 'AUPRC': 0.868949449800303}\n",
      "Epoch #31: loss=10.437476691077737\n",
      "{'Accuracy': 0.7796052631578947, 'Precision': 0.780989019486545, 'Recall': 0.7796052631578947, 'F1': 0.7793335901386749, 'AUROC': 0.8742185095413973, 'AUPRC': 0.8684214245086792}\n",
      "Epoch #32: loss=10.347215329899507\n",
      "{'Accuracy': 0.78125, 'Precision': 0.7829649825874588, 'Recall': 0.78125, 'F1': 0.7809180492694769, 'AUROC': 0.874580399738381, 'AUPRC': 0.8684043030604539}\n",
      "Epoch #33: loss=10.253350510316736\n",
      "{'Accuracy': 0.7763157894736842, 'Precision': 0.7784584367245657, 'Recall': 0.7763157894736842, 'F1': 0.7758846657929226, 'AUROC': 0.8748473087873192, 'AUPRC': 0.8685620117293484}\n",
      "Epoch #34: loss=10.173327964894911\n",
      "{'Accuracy': 0.7768640350877193, 'Precision': 0.7794066794066794, 'Recall': 0.7768640350877193, 'F1': 0.7763552345343612, 'AUROC': 0.8749182440751, 'AUPRC': 0.8686170882953941}\n",
      "Epoch #35: loss=10.07298482165617\n",
      "{'Accuracy': 0.7790570175438597, 'Precision': 0.7819893207952909, 'Recall': 0.7790570175438597, 'F1': 0.7784811442633592, 'AUROC': 0.8751478820406279, 'AUPRC': 0.8688222131059788}\n",
      "Epoch #36: loss=9.967021900064806\n",
      "{'Accuracy': 0.7768640350877193, 'Precision': 0.7800318604948104, 'Recall': 0.7768640350877194, 'F1': 0.7762311959336465, 'AUROC': 0.8749879770698676, 'AUPRC': 0.8683726786271448}\n",
      "Epoch #37: loss=9.879898057264441\n",
      "{'Accuracy': 0.7724780701754386, 'Precision': 0.7770376074958285, 'Recall': 0.7724780701754386, 'F1': 0.7715380526951032, 'AUROC': 0.8744601704370576, 'AUPRC': 0.8677241150350117}\n",
      "Epoch #38: loss=9.790758960387286\n",
      "{'Accuracy': 0.7697368421052632, 'Precision': 0.7749856594449103, 'Recall': 0.7697368421052632, 'F1': 0.7686327806469149, 'AUROC': 0.8741343490304709, 'AUPRC': 0.8672631492092535}\n",
      "Epoch #39: loss=9.712183040731093\n",
      "{'Accuracy': 0.7680921052631579, 'Precision': 0.7735654267006746, 'Recall': 0.7680921052631579, 'F1': 0.7669263080624771, 'AUROC': 0.8737592336103416, 'AUPRC': 0.8667033313489811}\n",
      "Epoch #40: loss=9.637916088104248\n",
      "{'Accuracy': 0.7675438596491229, 'Precision': 0.7743844696969697, 'Recall': 0.7675438596491229, 'F1': 0.7660859465737513, 'AUROC': 0.8735704736072636, 'AUPRC': 0.8663044066401671}\n",
      "Epoch #41: loss=9.55771645377664\n",
      "{'Accuracy': 0.7653508771929824, 'Precision': 0.7729323308270677, 'Recall': 0.7653508771929824, 'F1': 0.7637099742362901, 'AUROC': 0.8730979724530625, 'AUPRC': 0.8656832212149739}\n",
      "Epoch #42: loss=9.478226156795726\n",
      "{'Accuracy': 0.7631578947368421, 'Precision': 0.7726307975148348, 'Recall': 0.763157894736842, 'F1': 0.7610825220522511, 'AUROC': 0.8724030470914128, 'AUPRC': 0.8649180663510814}\n",
      "Epoch #43: loss=9.411421663620892\n",
      "{'Accuracy': 0.7587719298245614, 'Precision': 0.7692607938509578, 'Recall': 0.7587719298245614, 'F1': 0.756399609540044, 'AUROC': 0.87215297014466, 'AUPRC': 0.864391951969213}\n",
      "Epoch #44: loss=9.341026376275455\n",
      "{'Accuracy': 0.7604166666666666, 'Precision': 0.7710946290471763, 'Recall': 0.7604166666666667, 'F1': 0.758034008102082, 'AUROC': 0.8717369767620806, 'AUPRC': 0.8637594200366754}\n",
      "Epoch #45: loss=9.274772742215324\n",
      "{'Accuracy': 0.7598684210526315, 'Precision': 0.771401305876444, 'Recall': 0.7598684210526316, 'F1': 0.7572900008263378, 'AUROC': 0.8714400103878117, 'AUPRC': 0.8633471341122572}\n",
      "Epoch #46: loss=9.217761600718779\n",
      "{'Accuracy': 0.7549342105263158, 'Precision': 0.7682234183179746, 'Recall': 0.7549342105263157, 'F1': 0.7518606766700134, 'AUROC': 0.870832852416128, 'AUPRC': 0.862967815249243}\n",
      "Epoch #47: loss=9.159347940893735\n",
      "{'Accuracy': 0.7521929824561403, 'Precision': 0.7677750771053331, 'Recall': 0.7521929824561404, 'F1': 0.7485347297119236, 'AUROC': 0.8698577927823946, 'AUPRC': 0.86215432013239}\n",
      "Epoch #48: loss=9.115692152696496\n",
      "{'Accuracy': 0.7510964912280702, 'Precision': 0.7675247352267546, 'Recall': 0.7510964912280702, 'F1': 0.7472157269757929, 'AUROC': 0.8688610918744228, 'AUPRC': 0.8610143732936972}\n",
      "Epoch #49: loss=9.067297065959258\n",
      "{'Accuracy': 0.7467105263157895, 'Precision': 0.7634673952678586, 'Recall': 0.7467105263157895, 'F1': 0.7426180699531716, 'AUROC': 0.8675818521083409, 'AUPRC': 0.8597826780291027}\n",
      "Epoch #50: loss=9.035382663502412\n",
      "{'Accuracy': 0.7472587719298246, 'Precision': 0.7651658446958708, 'Recall': 0.7472587719298245, 'F1': 0.7429184907577855, 'AUROC': 0.8655824388273314, 'AUPRC': 0.8579423508519043}\n",
      "Epoch #51: loss=8.983058073941399\n",
      "{'Accuracy': 0.7456140350877193, 'Precision': 0.7655698321988862, 'Recall': 0.7456140350877193, 'F1': 0.7407436905647338, 'AUROC': 0.863286059172053, 'AUPRC': 0.855979732080803}\n",
      "Epoch #52: loss=8.946692060021793\n",
      "{'Accuracy': 0.7362938596491229, 'Precision': 0.7588101129469582, 'Recall': 0.7362938596491229, 'F1': 0.7304307882806415, 'AUROC': 0.8612373518775007, 'AUPRC': 0.8546611901553578}\n",
      "Epoch #53: loss=8.907044452779433\n",
      "{'Accuracy': 0.7302631578947368, 'Precision': 0.7542264888284768, 'Recall': 0.7302631578947368, 'F1': 0.7237534230382789, 'AUROC': 0.8592247133733457, 'AUPRC': 0.8528849578262615}\n",
      "Epoch #54: loss=8.879080113242654\n",
      "{'Accuracy': 0.7291666666666666, 'Precision': 0.755342407030329, 'Recall': 0.7291666666666666, 'F1': 0.7220431673140613, 'AUROC': 0.8571904335949523, 'AUPRC': 0.8513145427294706}\n",
      "Epoch #55: loss=8.848763956743127\n",
      "{'Accuracy': 0.7242324561403509, 'Precision': 0.7524694775686018, 'Recall': 0.7242324561403508, 'F1': 0.7162999686760869, 'AUROC': 0.8550671841335795, 'AUPRC': 0.8492853023029525}\n",
      "Epoch #56: loss=8.816761016845703\n",
      "{'Accuracy': 0.7203947368421053, 'Precision': 0.7517814465840726, 'Recall': 0.7203947368421053, 'F1': 0.7114006425728727, 'AUROC': 0.8528369305940289, 'AUPRC': 0.8471791678603958}\n",
      "Epoch #57: loss=8.789847135543823\n",
      "{'Accuracy': 0.7192982456140351, 'Precision': 0.7527996451934804, 'Recall': 0.7192982456140351, 'F1': 0.7096798261103126, 'AUROC': 0.8505645967990151, 'AUPRC': 0.8453897554503487}\n",
      "Epoch #58: loss=8.758388954050401\n",
      "{'Accuracy': 0.712171052631579, 'Precision': 0.7461862970356699, 'Recall': 0.712171052631579, 'F1': 0.7018730999313523, 'AUROC': 0.8481984841489689, 'AUPRC': 0.8430106802967743}\n",
      "Epoch #59: loss=8.737722929786234\n",
      "{'Accuracy': 0.7066885964912281, 'Precision': 0.7445882056673918, 'Recall': 0.7066885964912281, 'F1': 0.6948683513153924, 'AUROC': 0.8458263600338565, 'AUPRC': 0.840633541721559}\n",
      "Epoch #60: loss=8.71106231913847\n",
      "{'Accuracy': 0.6995614035087719, 'Precision': 0.7393907926618206, 'Recall': 0.6995614035087719, 'F1': 0.6865224525433169, 'AUROC': 0.8431079755309325, 'AUPRC': 0.8379454866796404}\n",
      "Epoch #61: loss=8.68345856666565\n",
      "{'Accuracy': 0.6951754385964912, 'Precision': 0.7367035082091511, 'Recall': 0.6951754385964912, 'F1': 0.6811922596675566, 'AUROC': 0.840437682748538, 'AUPRC': 0.8352931142896707}\n",
      "Epoch #62: loss=8.668499736224904\n",
      "{'Accuracy': 0.6962719298245614, 'Precision': 0.7418746888557002, 'Recall': 0.6962719298245614, 'F1': 0.6812476341888105, 'AUROC': 0.837873191751308, 'AUPRC': 0.8328030051645311}\n",
      "Epoch #63: loss=8.641160768621107\n",
      "{'Accuracy': 0.6946271929824561, 'Precision': 0.7412723584566796, 'Recall': 0.6946271929824561, 'F1': 0.679118178875141, 'AUROC': 0.8352389677593106, 'AUPRC': 0.8302515999359067}\n",
      "Epoch #64: loss=8.62486244650448\n",
      "{'Accuracy': 0.6962719298245614, 'Precision': 0.7436028292595577, 'Recall': 0.6962719298245614, 'F1': 0.6807654834881967, 'AUROC': 0.8326107552323792, 'AUPRC': 0.8276825000679312}\n",
      "Epoch #65: loss=8.60332051445456\n",
      "{'Accuracy': 0.694078947368421, 'Precision': 0.7432388449228804, 'Recall': 0.694078947368421, 'F1': 0.6777993184917673, 'AUROC': 0.8296759579870729, 'AUPRC': 0.8248590359544272}\n",
      "Epoch #66: loss=8.580882885876823\n",
      "{'Accuracy': 0.6913377192982456, 'Precision': 0.7401002982696738, 'Recall': 0.6913377192982456, 'F1': 0.6748277024940985, 'AUROC': 0.8264369806094183, 'AUPRC': 0.82151215698405}\n",
      "Epoch #67: loss=8.56945910173304\n",
      "{'Accuracy': 0.6847587719298246, 'Precision': 0.7335955491711699, 'Recall': 0.6847587719298245, 'F1': 0.667373592926551, 'AUROC': 0.8235358475684826, 'AUPRC': 0.8188002396914722}\n",
      "Epoch #68: loss=8.549274178112254\n",
      "{'Accuracy': 0.6798245614035088, 'Precision': 0.727646038172354, 'Recall': 0.6798245614035088, 'F1': 0.6620777780456639, 'AUROC': 0.820486832486919, 'AUPRC': 0.8158512041756332}\n",
      "Epoch #69: loss=8.528096269158755\n",
      "{'Accuracy': 0.6776315789473685, 'Precision': 0.727204783258595, 'Recall': 0.6776315789473685, 'F1': 0.6590329041487839, 'AUROC': 0.8173091720529393, 'AUPRC': 0.8127174061040359}\n",
      "Epoch #70: loss=8.520937302533317\n",
      "{'Accuracy': 0.6754385964912281, 'Precision': 0.725587622363352, 'Recall': 0.6754385964912281, 'F1': 0.6563393119708116, 'AUROC': 0.8140701946752847, 'AUPRC': 0.8094953128681562}\n",
      "Epoch #71: loss=8.502391001757454\n",
      "{'Accuracy': 0.6716008771929824, 'Precision': 0.7227427724240179, 'Recall': 0.6716008771929824, 'F1': 0.6516028184886067, 'AUROC': 0.8107506636657433, 'AUPRC': 0.8061283363867264}\n",
      "Epoch #72: loss=8.486326862783994\n",
      "{'Accuracy': 0.6699561403508771, 'Precision': 0.7215174004613378, 'Recall': 0.6699561403508771, 'F1': 0.6495639208317163, 'AUROC': 0.8071101204216682, 'AUPRC': 0.8026840011461286}\n",
      "Epoch #73: loss=8.471710639841417\n",
      "{'Accuracy': 0.6677631578947368, 'Precision': 0.7204959325440721, 'Recall': 0.6677631578947368, 'F1': 0.6466359340933359, 'AUROC': 0.803488813865805, 'AUPRC': 0.79936586924451}\n",
      "Epoch #74: loss=8.458101539050832\n",
      "{'Accuracy': 0.6639254385964912, 'Precision': 0.7157563673479077, 'Recall': 0.6639254385964912, 'F1': 0.6424520980171511, 'AUROC': 0.7999841297322252, 'AUPRC': 0.7960119060732638}\n",
      "Epoch #75: loss=8.4422369704527\n",
      "{'Accuracy': 0.6650219298245614, 'Precision': 0.7178172256138686, 'Recall': 0.6650219298245614, 'F1': 0.6434143102827661, 'AUROC': 0.7964505905663282, 'AUPRC': 0.7927446565055822}\n",
      "Epoch #76: loss=8.436477969674502\n",
      "{'Accuracy': 0.6633771929824561, 'Precision': 0.7153397565922921, 'Recall': 0.6633771929824561, 'F1': 0.6417662954471013, 'AUROC': 0.793424419052016, 'AUPRC': 0.7899117553199443}\n",
      "Epoch #77: loss=8.421214889077579\n",
      "{'Accuracy': 0.6606359649122807, 'Precision': 0.7114268081369128, 'Recall': 0.6606359649122807, 'F1': 0.6389524448166664, 'AUROC': 0.7904980378578024, 'AUPRC': 0.7873287624411553}\n",
      "Epoch #78: loss=8.414649851181927\n",
      "{'Accuracy': 0.6584429824561403, 'Precision': 0.708540435329583, 'Recall': 0.6584429824561404, 'F1': 0.6366193426830099, 'AUROC': 0.7876077254539857, 'AUPRC': 0.7846733860558479}\n",
      "Epoch #79: loss=8.396511652890373\n",
      "{'Accuracy': 0.6567982456140351, 'Precision': 0.7066683569979716, 'Recall': 0.6567982456140351, 'F1': 0.6347649852603996, 'AUROC': 0.7848664973838104, 'AUPRC': 0.7819751942461317}\n",
      "Epoch #80: loss=8.389776945114136\n",
      "{'Accuracy': 0.6507675438596491, 'Precision': 0.6984381305039284, 'Recall': 0.6507675438596492, 'F1': 0.6284534852152124, 'AUROC': 0.782253914666051, 'AUPRC': 0.779429915488635}\n",
      "Epoch #81: loss=8.377932744867662\n",
      "{'Accuracy': 0.6480263157894737, 'Precision': 0.6962259339538441, 'Recall': 0.6480263157894737, 'F1': 0.6249980785686104, 'AUROC': 0.7797723818867344, 'AUPRC': 0.7771200731524174}\n",
      "Epoch #82: loss=8.36400336377761\n",
      "{'Accuracy': 0.6452850877192983, 'Precision': 0.6945696330323977, 'Recall': 0.6452850877192982, 'F1': 0.6213041448258267, 'AUROC': 0.7771610014619883, 'AUPRC': 0.7746299556428864}\n",
      "Epoch #83: loss=8.352580252815695\n",
      "{'Accuracy': 0.643640350877193, 'Precision': 0.6926520292061198, 'Recall': 0.6436403508771931, 'F1': 0.6194359846130932, 'AUROC': 0.77457847606956, 'AUPRC': 0.7720302820653824}\n",
      "Epoch #84: loss=8.338269570294548\n",
      "{'Accuracy': 0.6403508771929824, 'Precision': 0.6893687707641196, 'Recall': 0.6403508771929824, 'F1': 0.6154668860551213, 'AUROC': 0.7719406451985227, 'AUPRC': 0.7694886616131039}\n",
      "Epoch #85: loss=8.329048591501573\n",
      "{'Accuracy': 0.6414473684210527, 'Precision': 0.6891507765523007, 'Recall': 0.6414473684210527, 'F1': 0.6173195791624054, 'AUROC': 0.7695096087257618, 'AUPRC': 0.767186185517436}\n",
      "Epoch #86: loss=8.313457376816693\n",
      "{'Accuracy': 0.6387061403508771, 'Precision': 0.6836067243527819, 'Recall': 0.6387061403508771, 'F1': 0.6151794018072241, 'AUROC': 0.7670942020621729, 'AUPRC': 0.7648328396836425}\n",
      "Epoch #87: loss=8.312509340398451\n",
      "{'Accuracy': 0.6381578947368421, 'Precision': 0.6820993914807303, 'Recall': 0.6381578947368421, 'F1': 0.6149279397314118, 'AUROC': 0.7644804170514006, 'AUPRC': 0.7621946199997753}\n",
      "Epoch #88: loss=8.298907462288351\n",
      "{'Accuracy': 0.6354166666666666, 'Precision': 0.6782335208526193, 'Recall': 0.6354166666666667, 'F1': 0.6121217702796172, 'AUROC': 0.7618473953524161, 'AUPRC': 0.7596774342517112}\n",
      "Epoch #89: loss=8.283188272924985\n",
      "{'Accuracy': 0.6337719298245614, 'Precision': 0.6763184584178499, 'Recall': 0.6337719298245614, 'F1': 0.610260399606944, 'AUROC': 0.7590328274084335, 'AUPRC': 0.7568360972355932}\n",
      "Epoch #90: loss=8.278226123136633\n",
      "{'Accuracy': 0.6304824561403509, 'Precision': 0.6705396146956222, 'Recall': 0.6304824561403509, 'F1': 0.607430294685293, 'AUROC': 0.7561040416281932, 'AUPRC': 0.7537452786522741}\n",
      "Epoch #91: loss=8.276643486583934\n",
      "{'Accuracy': 0.6299342105263158, 'Precision': 0.6705361524587397, 'Recall': 0.6299342105263157, 'F1': 0.6065134928607063, 'AUROC': 0.7534133098645738, 'AUPRC': 0.7509809723209144}\n",
      "Epoch #92: loss=8.256474831525017\n",
      "{'Accuracy': 0.6266447368421053, 'Precision': 0.665754254557471, 'Recall': 0.6266447368421053, 'F1': 0.6032410363471488, 'AUROC': 0.7508548303324099, 'AUPRC': 0.7483760288282191}\n",
      "Epoch #93: loss=8.248676173827228\n",
      "{'Accuracy': 0.6233552631578947, 'Precision': 0.6619014105620946, 'Recall': 0.6233552631578947, 'F1': 0.5995181771782301, 'AUROC': 0.7480607013696522, 'AUPRC': 0.7455733788769943}\n",
      "Epoch #94: loss=8.23645372951732\n",
      "{'Accuracy': 0.6233552631578947, 'Precision': 0.6619014105620946, 'Recall': 0.6233552631578947, 'F1': 0.5995181771782301, 'AUROC': 0.7456404855340104, 'AUPRC': 0.7431613581671339}\n",
      "Epoch #95: loss=8.221933701459099\n",
      "{'Accuracy': 0.6233552631578947, 'Precision': 0.6605576012131018, 'Recall': 0.6233552631578947, 'F1': 0.600195899823084, 'AUROC': 0.7436506905971068, 'AUPRC': 0.7411668218761569}\n",
      "Epoch #96: loss=8.224957269780775\n",
      "{'Accuracy': 0.6211622807017544, 'Precision': 0.6585787457021692, 'Recall': 0.6211622807017544, 'F1': 0.597414913532863, 'AUROC': 0.7414492920898739, 'AUPRC': 0.7386887356671217}\n",
      "Epoch #97: loss=8.21560830228469\n",
      "{'Accuracy': 0.6217105263157895, 'Precision': 0.6590747666488576, 'Recall': 0.6217105263157895, 'F1': 0.5981111325413238, 'AUROC': 0.739514802631579, 'AUPRC': 0.7367787034572743}\n",
      "Epoch #98: loss=8.199469566345215\n",
      "{'Accuracy': 0.6233552631578947, 'Precision': 0.6610010309715141, 'Recall': 0.6233552631578948, 'F1': 0.5999712689086494, 'AUROC': 0.7382427766235765, 'AUPRC': 0.735326023149562}\n",
      "Epoch #99: loss=8.19840260112987\n",
      "{'Accuracy': 0.6228070175438597, 'Precision': 0.6600641861398054, 'Recall': 0.6228070175438597, 'F1': 0.5995016238076758, 'AUROC': 0.7368192616959064, 'AUPRC': 0.7337003668528577}\n",
      "Duration: 0:16:40.496141\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 2 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(8, 8))\n",
    "plt.subplot(121)\n",
    "plt.plot(epoch_loss_list)\n",
    "plt.title('Loss')\n",
    "plt.subplot(122)\n",
    "plt.plot(epoch_f1_list)\n",
    "plt.title('Accuracy')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:06:18.479829200Z",
     "start_time": "2023-11-09T03:06:18.088951700Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Linear evaluation"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "start_time = datetime.now()\n",
    "seed_everything(RANDOM_SEED)\n",
    "pretrain_model = COMET(\n",
    "    input_dims=configs.input_dims,\n",
    "    device=device,\n",
    "    lr=configs.pretrain_lr,\n",
    "    depth=configs.depth,\n",
    "    batch_size=configs.pretrain_batch_size,\n",
    "    output_dims=configs.output_dims,\n",
    "    flag_use_multi_gpu=configs.flag_use_multi_gpu,\n",
    "    after_epoch_callback=pretrain_callback,\n",
    ")\n",
    "\n",
    "pretrain_model.load(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\")\n",
    "\n",
    "start_logging(RANDOM_SEED, logging_directory)\n",
    "val_metrics_dict = eval_classification(pretrain_model, X_train, y_train[:, 0], X_val, y_val[:, 0])\n",
    "print(\"Linear evaluation for validation set\\n\",val_metrics_dict)\n",
    "test_metrics_dict = eval_classification(pretrain_model, X_train, y_train[:, 0], X_test, y_test[:, 0])\n",
    "print(\"Linear evaluation for test set\\n\",test_metrics_dict)\n",
    "print()\n",
    "stop_logging()"
   ],
   "metadata": {
    "id": "1nZhs42So9i5",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1676328695263,
     "user_tz": 300,
     "elapsed": 151,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "ExecuteTime": {
     "end_time": "2023-11-09T03:06:21.598442600Z",
     "start_time": "2023-11-09T03:06:18.463859900Z"
    }
   },
   "execution_count": 13,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear evaluation for validation set\n",
      " {'Accuracy': 0.6228070175438597, 'Precision': 0.6600641861398054, 'Recall': 0.6228070175438597, 'F1': 0.5995016238076758, 'AUROC': 0.7368192616959064, 'AUPRC': 0.7337003668528577}\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Full fine-tuning"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<All keys matched successfully>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "finetune_model = FTClassifier(input_dims=configs.input_dims, output_dims=configs.output_dims, depth=configs.depth, p_output_dims=configs.num_classes, device=device, flag_use_multi_gpu=configs.flag_use_multi_gpu)\n",
    "finetune_model.net.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\"))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:06:21.754811500Z",
     "start_time": "2023-11-09T03:06:21.598442600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "epoch_loss_list, epoch_f1_list = finetune_fit(finetune_model, X_train, y_train[:, 0], X_val, y_val[:, 0], batch_size=configs.finetune_batch_size_100, finetune_epochs=configs.finetune_epochs_100, num_classes=configs.num_classes, finetune_lr=configs.finetune_lr_100, fraction=configs.fraction_100, device=device, callback=finetune_callback)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:11:10.364703100Z",
     "start_time": "2023-11-09T03:06:21.723564700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [],
   "source": [
    "finetune_model.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_max_f1_{configs.fraction_100}_finetune_model.pt\"))\n",
    "start_logging(RANDOM_SEED, logging_directory)\n",
    "print(f\"Finetune for {configs.fraction_100} fraction of validation set\")\n",
    "finetune_predict(finetune_model, X_val, y_val[:,0])\n",
    "print(f\"Finetune for {configs.fraction_100} fraction of test set\")\n",
    "finetune_predict(finetune_model, X_test, y_test[:,0])\n",
    "print()\n",
    "stop_logging()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:11:11.284065300Z",
     "start_time": "2023-11-09T03:11:10.364703100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 2 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(8, 8))\n",
    "plt.subplot(121)\n",
    "plt.plot(epoch_loss_list)\n",
    "plt.title('Loss')\n",
    "plt.subplot(122)\n",
    "plt.plot(epoch_f1_list)\n",
    "plt.title('Accuracy')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:11:11.692804800Z",
     "start_time": "2023-11-09T03:11:11.284065300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Semi-supervised"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 10% label"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "<All keys matched successfully>"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "finetune_model = FTClassifier(input_dims=configs.input_dims, output_dims=configs.output_dims, depth=configs.depth, p_output_dims=configs.num_classes, device=device, flag_use_multi_gpu=configs.flag_use_multi_gpu)\n",
    "finetune_model.net.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\"))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:11:11.896350400Z",
     "start_time": "2023-11-09T03:11:11.692804800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "epoch_loss_list, epoch_f1_list = finetune_fit(finetune_model, X_train, y_train[:, 0], X_val, y_val[:, 0], batch_size=configs.finetune_batch_size_10,finetune_epochs=configs.finetune_epochs_10, num_classes=configs.num_classes, finetune_lr=configs.finetune_lr_10, fraction=configs.fraction_10, device=device, callback=finetune_callback)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:12:48.737200500Z",
     "start_time": "2023-11-09T03:11:11.802976800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [],
   "source": [
    "finetune_model.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_max_f1_{configs.fraction_10}_finetune_model.pt\"))\n",
    "start_logging(RANDOM_SEED, logging_directory)\n",
    "print(f\"Finetune for {configs.fraction_10} fraction of validation set\")\n",
    "finetune_predict(finetune_model, X_val, y_val[:,0])\n",
    "print(f\"Finetune for {configs.fraction_10} fraction of test set\")\n",
    "finetune_predict(finetune_model, X_test, y_test[:,0])\n",
    "print()\n",
    "stop_logging()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:12:49.613988900Z",
     "start_time": "2023-11-09T03:12:48.737200500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 2 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(8, 8))\n",
    "plt.subplot(121)\n",
    "plt.plot(epoch_loss_list)\n",
    "plt.title('Loss')\n",
    "plt.subplot(122)\n",
    "plt.plot(epoch_f1_list)\n",
    "plt.title('Accuracy')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:12:50.081480900Z",
     "start_time": "2023-11-09T03:12:49.613988900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 1% label"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "data": {
      "text/plain": "<All keys matched successfully>"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "finetune_model = FTClassifier(input_dims=configs.input_dims, output_dims=configs.output_dims, depth=configs.depth, p_output_dims=configs.num_classes, device=device, flag_use_multi_gpu=configs.flag_use_multi_gpu)\n",
    "finetune_model.net.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\"))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:12:50.206387300Z",
     "start_time": "2023-11-09T03:12:50.081480900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "epoch_loss_list, epoch_f1_list = finetune_fit(finetune_model, X_train, y_train[:, 0], X_val, y_val[:, 0], batch_size=configs.finetune_batch_size_1,finetune_epochs=configs.finetune_epochs_1, num_classes=configs.num_classes, finetune_lr=configs.finetune_lr_1, fraction=configs.fraction_1, device=device, callback=finetune_callback)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:13:35.020581500Z",
     "start_time": "2023-11-09T03:12:50.190768800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "finetune_model.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_max_f1_{configs.fraction_1}_finetune_model.pt\"))\n",
    "start_logging(RANDOM_SEED, logging_directory)\n",
    "print(f\"Finetune for {configs.fraction_1} fraction of validation set\")\n",
    "finetune_predict(finetune_model, X_val, y_val[:,0])\n",
    "print(f\"Finetune for {configs.fraction_1} fraction of test set\")\n",
    "finetune_predict(finetune_model, X_test, y_test[:,0])\n",
    "print()\n",
    "stop_logging()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:13:35.833990600Z",
     "start_time": "2023-11-09T03:13:35.020581500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 2 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(8, 8))\n",
    "plt.subplot(121)\n",
    "plt.plot(epoch_loss_list)\n",
    "plt.title('Loss')\n",
    "plt.subplot(122)\n",
    "plt.plot(epoch_f1_list)\n",
    "plt.title('Accuracy')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:13:36.183004100Z",
     "start_time": "2023-11-09T03:13:35.833990600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "end_time = datetime.now()\n",
    "print(f'Duration: {end_time - start_time}')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:13:36.276895800Z",
     "start_time": "2023-11-09T03:13:36.167388800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T03:13:36.323761Z",
     "start_time": "2023-11-09T03:13:36.276895800Z"
    }
   }
  }
 ]
}
